instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Add docstrings for better understanding | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_dxsyl_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "LISTING_DATE,SECURITY_CODE",
"sortTypes": "-1... | --- +++ @@ -1,5 +1,13 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/2/1 16:20
+Desc: 东方财富网-数据中心-新股数据-打新收益率
+东方财富网-数据中心-新股申购-打新收益率
+https://data.eastmoney.com/xg/xg/dxsyl.html
+东方财富网-数据中心-新股数据-新股申购与中签查询
+https://data.eastmoney.com/xg/xg/default_2.html
+"""
import pandas as pd
import requests
@@ -... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_dxsyl_em.py |
Help me document legacy Python code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
import py_mini_racer
from akshare.datasets import get_ths_js
def _get_file_content_cninfo(file: str = "cninfo.js") -> str:
setting_file_path = get_ths_js(file)
with open(setting_file_path, encoding="utf-8") as f:
file_d... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/8/28 15:30
+Desc: 巨潮资讯-数据中心-评级预测-投资评级
+https://webapi.cninfo.com.cn/#/thematicStatistics?name=%E6%8A%95%E8%B5%84%E8%AF%84%E7%BA%A7
+"""
import pandas as pd
import requests
@@ -9,6 +14,13 @@
def _get_file_content_cninfo(file:... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_rank_forecast.py |
Add professional docstrings to my codebase | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.stock_feature.stock_a_indicator import get_token_lg, get_cookie_csrf
def stock_a_congestion_lg() -> pd.DataFrame:
url = "https://legulegu.com/api/stockdata/ashares-congestion"
token = get_token_lg()
params = {"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/4/7 15:05
+Desc: 乐咕乐股-大盘拥挤度
+https://legulegu.com/stockdata/ashares-congestion
+"""
import pandas as pd
import requests
@@ -8,6 +13,12 @@
def stock_a_congestion_lg() -> pd.DataFrame:
+ """
+ 乐咕乐股-大盘拥挤度
+ https://leg... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_congestion_lg.py |
Auto-generate documentation strings for this file | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
import pandas as pd
import py_mini_racer
import requests
def stock_cyq_em(symbol: str = "000001", adjust: str = "") -> pd.DataFrame:
html_str = """
// @ts-nocheck
/**
* 计算分布及相关指标
* @param {number} index 当前选中的K线的索引
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/11/4 18:00
+Desc: 东方财富网-概念板-行情中心-日K-筹码分布
+https://quote.eastmoney.com/concept/sz000001.html
+"""
from datetime import datetime
@@ -9,6 +14,16 @@
def stock_cyq_em(symbol: str = "000001", adjust: str = "") -> pd.DataFrame:
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_cyq_em.py |
Add documentation for all methods | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import py_mini_racer
import requests
from akshare.datasets import get_ths_js
def _get_file_content_cninfo(file: str = "cninfo.js") -> str:
setting_file_path = get_ths_js(file)
with open(setting_file_path, encoding="utf-8") as f:
file_d... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/7/25 14:30
+Desc: 巨潮资讯-数据中心-新股数据
+https://webapi.cninfo.com.cn/#/xinguList
+"""
import pandas as pd
import py_mini_racer
@@ -9,6 +14,13 @@
def _get_file_content_cninfo(file: str = "cninfo.js") -> str:
+ """
+ 获取 JS 文件的... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_new_cninfo.py |
Fully document this Python code with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import re
from functools import lru_cache
import pandas as pd
import requests
import py_mini_racer
from akshare.stock.cons import (
zh_sina_a_stock_url,
zh_sina_a_stock_hist_url,
hk_js_decode,
zh_sina_a_stock_hfq_url,
zh_sina_a_stock_qfq_ur... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/7/22 18:30
+Desc: 新浪财经-B股-实时行情数据和历史行情数据(包含前复权和后复权因子)
+https://finance.sina.com.cn/realstock/company/sh689009/nc.shtml
+"""
import json
import re
@@ -22,6 +27,12 @@
@lru_cache()
def _get_zh_b_page_count() -> int:
+ """
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_b_sina.py |
Insert docstrings into my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import math
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_intraday_sina(
symbol: str = "sz000001", date: str = "20240321"
) -> pd.DataFrame:
url = "https://vip.stock.finance.sina.com.cn/quotes_service/api/json_v2.php/CN_Bi... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/9/28 13:30
+Desc: 新浪财经-日内分时数据
+https://quote.eastmoney.com/f1.html?newcode=0.000001
+"""
import math
@@ -12,6 +17,16 @@ def stock_intraday_sina(
symbol: str = "sz000001", date: str = "20240321"
) -> pd.DataFrame:
+ """... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_intraday_sina.py |
Write docstrings for algorithm functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
import py_mini_racer
from akshare.datasets import get_ths_js
def _get_file_content_ths(file: str = "cninfo.js") -> str:
setting_file_path = get_ths_js(file)
with open(setting_file_path, encoding="utf8") as f:
file_data ... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/25 15:00
+Desc: 巨潮资讯-个股-上市相关
+https://webapi.cninfo.com.cn/#/company
+"""
import pandas as pd
import requests
@@ -9,6 +14,13 @@
def _get_file_content_ths(file: str = "cninfo.js") -> str:
+ """
+ 获取 JS 文件的内容
+ :par... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_ipo_summary_cninfo.py |
Can you add docstrings to this Python file? | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_news_main_cx() -> pd.DataFrame:
url = "https://cxdata.caixin.com/api/dataplus/sjtPc/news"
params = {
"pageNum": "1",
"pageSize": "100",
"showLabels": "true",
}
headers = {
"user-... | --- +++ @@ -1,11 +1,22 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/25 17:00
+Desc: 财新网-财新数据通
+https://cxdata.caixin.com/pc/
+"""
import pandas as pd
import requests
def stock_news_main_cx() -> pd.DataFrame:
+ """
+ 财新网-财新数据通
+ https://cxdata.caixin.com/pc/
+ :return: 特定时间表示... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_news_cx.py |
Document functions with detailed explanations | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_account_statistics_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"reportName": "RPT_STOCK_OPEN_DATA",
"columns": "ALL",
"pageSize": "500",
... | --- +++ @@ -1,11 +1,23 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/21 17:00
+Desc: 东方财富网-数据中心-特色数据-股票账户统计
+东方财富网-数据中心-特色数据-股票账户统计: 股票账户统计详细数据
+https://data.eastmoney.com/cjsj/gpkhsj.html
+"""
import pandas as pd
import requests
def stock_account_statistics_em() -> pd.DataFrame:
+ """... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_account_em.py |
Add well-formatted docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_zh_growth_comparison_em(symbol: str = "SZ000895") -> pd.DataFrame:
url = "https://datacenter.eastmoney.com/securities/api/data/v1/get"
params = {
"reportName": "RPT_PCF10_INDUSTRY_GROWTH",
"columns": "A... | --- +++ @@ -1,11 +1,24 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/9/24 15:00
+Desc: 东方财富-行情中心-同行比较
+https://emweb.securities.eastmoney.com/pc_hsf10/pages/index.html?type=web&code=000895&color=b#/thbj
+"""
import pandas as pd
import requests
def stock_zh_growth_comparison_em(symbol: str =... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_comparison_em.py |
Create docstrings for API functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import re
import time
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_comment_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "SECURITY_CODE",
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/4 18:20
+Desc: 东方财富网-数据中心-特色数据-千股千评
+https://data.eastmoney.com/stockcomment/
+"""
import json
import re
@@ -12,6 +17,12 @@
def stock_comment_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-特色数据-千股千评
+ https://data.eastm... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_comment_em.py |
Create Google-style docstrings for my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import math
from akshare.utils.tqdm import get_tqdm
import pandas as pd
import requests
def stock_esg_msci_sina() -> pd.DataFrame:
url = "https://global.finance.sina.com.cn/api/openapi.php/EsgService.getMsciEsgStocks?p=1&num=100"
r = requests.get(url)
data_js... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/7/15 16:30
+Desc: 新浪财经-ESG评级中心
+https://finance.sina.com.cn/esg/
+"""
import math
from akshare.utils.tqdm import get_tqdm
@@ -9,6 +14,12 @@
def stock_esg_msci_sina() -> pd.DataFrame:
+ """
+ 新浪财经-ESG评级中心-ESG评级-MSCI
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_esg_sina.py |
Create docstrings for API functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import pandas as pd
import requests
from bs4 import BeautifulSoup
def _stock_concept_cons_futu(symbol: str = "巴菲特持仓") -> pd.DataFrame:
symbol_map = {
"巴菲特持仓": "BK2999",
"佩洛西持仓": "BK20883",
}
url = f"https://www.futunn.com/stock/{sy... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/7/16 22:00
+Desc: 富途牛牛-主题投资-概念板块-成分股
+https://www.futunn.com/quote/sparks-us
+"""
import json
@@ -9,6 +14,14 @@
def _stock_concept_cons_futu(symbol: str = "巴菲特持仓") -> pd.DataFrame:
+ """
+ 富途牛牛-主题投资-概念板块-成分股
+ http... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_concept_futu.py |
Add docstrings that explain inputs and outputs | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import warnings
import pandas as pd
import requests
def stock_zh_a_tick_tx_js(symbol: str = "sz000001") -> pd.DataFrame:
big_df = pd.DataFrame()
page = 0
warnings.warn("正在下载数据，请稍等")
while True:
try:
url = "http://stock.gtimg.cn/data/in... | --- +++ @@ -1,5 +1,11 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/10/27 22:08
+Desc: 腾讯-股票-实时行情-成交明细
+成交明细-每个交易日 16:00 提供当日数据
+港股报价延时 15 分钟
+"""
import warnings
@@ -8,6 +14,14 @@
def stock_zh_a_tick_tx_js(symbol: str = "sz000001") -> pd.DataFrame:
+ """
+ 腾讯财经-历史分笔数据
+ https://gu... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_a_tick_tx.py |
Add docstrings to my Python code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import math
from functools import lru_cache
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
@lru_cache()
def __get_category_dict() -> dict:
big_dict = {
"年报": "category_ndbg_szsh",
"半年报": "category_bndbg_szsh",
"一季... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/1 20:00
+Desc: 巨潮资讯-首页-公告查询-信息披露
+http://www.cninfo.com.cn/new/commonUrl/pageOfSearch?url=disclosure/list/search
+"""
import math
from functools import lru_cache
@@ -12,6 +17,12 @@
@lru_cache()
def __get_category_dict() -> ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_disclosure_cninfo.py |
Add docstrings to clarify complex logic | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
import pandas as pd
import py_mini_racer
import requests
from akshare.stock_feature.stock_a_indicator import get_cookie_csrf
hash_code = """
function e(n) {
var e, t, r = "", o = -1, f;
if (n && n.length) {
f = n.length;
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/20 20:00
+Desc: 乐咕乐股-A 股市盈率和市净率
+https://legulegu.com/stockdata/shanghaiPE
+"""
from datetime import datetime
@@ -315,6 +320,14 @@
def stock_market_pe_lg(symbol: str = "深证") -> pd.DataFrame:
+ """
+ 乐咕乐股-主板市盈率
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_a_pe_and_pb.py |
Add docstrings to existing functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import random
import pandas as pd
import requests
from akshare.stock.cons import (
hk_url,
hk_headers,
hk_payload,
hk_stock_headers,
hk_stock_payload,
)
from akshare.utils import demjson
from akshare.utils.tqdm import get_tqdm
def _get_zh_stock_ah_pa... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/2/26 15:10
+Desc: 腾讯财经-A+H股数据, 实时行情数据和历史行情数据(后复权)
+https://stockapp.finance.qq.com/mstats/#mod=list&id=hk_ah&module=HK&type=AH&sort=3&page=3&max=20
+"""
import random
@@ -18,6 +23,12 @@
def _get_zh_stock_ah_page_count() -> ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_ah_tx.py |
Add detailed documentation for each class | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
from hashlib import md5
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.cons import headers
def get_cookie_csrf(url: str = "") -> dict:
# 创建独立的 session，避免污染全局状态
session = requests.Session()
s... | --- +++ @@ -1,5 +1,11 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/10/30 20:24
+Desc: 市盈率, 市净率和股息率查询
+https://www.legulegu.com/stocklist
+https://www.legulegu.com/s/000001
+"""
from datetime import datetime
from hashlib import md5
@@ -12,6 +18,12 @@
def get_cookie_csrf(url: str = "") -> dic... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_a_indicator.py |
Generate NumPy-style docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.cons import headers
def stock_a_high_low_statistics(symbol: str = "all") -> pd.DataFrame:
url = f"https://www.legulegu.com/stockdata/member-ship/get-high-low-statistics/{symbol}"
r = requests.get(url, headers... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/9/10 15:32
+Desc: 乐咕乐股-创新高、新低的股票数量
+https://www.legulegu.com/stockdata/high-low-statistics
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_a_high_low_statistics(symbol: str = "all") -> pd.DataFrame:
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_a_high_low.py |
Document this module using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
import pandas as pd
import requests
from akshare.request import make_request_with_retry_json
from akshare.utils.cons import headers
def stock_info_cjzc_em() -> pd.DataFrame:
url = "https://np-listapi.eastmoney.com/comm/web/getNewsByColu... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/8/25 15:00
+Desc: 东方财富-财经早餐
+https://stock.eastmoney.com/a/czpnc.html
+"""
from datetime import datetime
@@ -11,6 +16,12 @@
def stock_info_cjzc_em() -> pd.DataFrame:
+ """
+ 东方财富-财经早餐
+ https://stock.eastmoney.com/... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_info.py |
Add docstrings for utility scripts | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
def stock_hsgt_fund_min_em(symbol: str = "北向资金") -> pd.DataFrame:
url = "https://push2.eastmoney.com/api/qt/kamtbs.rtmin/get"
params = {
"fields1": "f1,f2,f3,f4",
"fields2": "f51,f54,f52,f58,f53,f62,f56,f57,f60,... | --- +++ @@ -1,11 +1,24 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/2/5 18:00
+Desc: 东方财富网-数据中心-沪深港通-市场概括
+https://data.eastmoney.com/hsgt/hsgtDetail/scgk.html
+"""
import pandas as pd
import requests
def stock_hsgt_fund_min_em(symbol: str = "北向资金") -> pd.DataFrame:
+ """
+ 东方财富-数据中... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hsgt_min_em.py |
Generate descriptive docstrings automatically | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
def stock_inner_trade_xq() -> pd.DataFrame:
url = "https://xueqiu.com/service/v5/stock/f10/cn/skholderchg"
params = {
"size": "100000",
"page": "1",
"extend": "true",
}
headers = {
"Accep... | --- +++ @@ -1,11 +1,22 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/11/5 16:00
+Desc: 雪球-行情中心-沪深股市-内部交易
+https://xueqiu.com/hq/insider
+"""
import pandas as pd
import requests
def stock_inner_trade_xq() -> pd.DataFrame:
+ """
+ 雪球-行情中心-沪深股市-内部交易
+ https://xueqiu.com/hq/insider
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_inner_trade_xq.py |
Insert docstrings into my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_margin_account_info() -> pd.DataFrame:
import warnings
warnings.filterwarnings(action="ignore", category=FutureWarning)
url = "https://datacenter-web.eastmoney.com/api/data... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/6/14 17:00
+Desc: 东方财富网-数据中心-融资融券-融资融券账户统计-两融账户信息
+https://www.szse.cn/disclosure/margin/object/index.html
+"""
import pandas as pd
import requests
@@ -8,6 +13,12 @@
def stock_margin_account_info() -> pd.DataFrame:
+ """
... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_margin_em.py |
Fully document this Python code with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.cons import headers
def stock_a_below_net_asset_statistics(symbol: str = "全部A股") -> pd.DataFrame:
symbol_map = {
"全部A股": "1",
"沪深300": "000300.XSHG",
"上证50": "000016.SH",
"中证500": ... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/30 10:30
+Desc: 破净股统计历史走势
+https://www.legulegu.com/stockdata/below-net-asset-statistics
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_a_below_net_asset_statistics(symbol: str = "全部A股") -> pd.DataFra... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_a_below_net_asset_statistics.py |
Add structured docstrings to improve clarity | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import warnings
from datetime import datetime
import pandas as pd
import requests
def stock_sgt_settlement_exchange_rate_szse() -> pd.DataFrame:
url = "https://www.szse.cn/api/report/ShowReport"
params = {
"SHOWTYPE": "xlsx",
"CATALOGID": "SGT_LS... | --- +++ @@ -1,5 +1,12 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/2/19 22:00
+Desc: 参考汇率和结算汇率
+深港通-港股通业务信息
+深港通-港股通业务信息: https://www.szse.cn/szhk/hkbussiness/exchangerate/index.html
+沪港通-港股通信息披露: https://www.sse.com.cn/services/hkexsc/disclo/ratios/
+"""
import warnings
from datetime import d... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hsgt_exchange_rate.py |
Add return value explanations in docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import datetime
import re
from akshare.utils import demjson
import pandas as pd
import requests
from tqdm import tqdm
from akshare.stock.cons import (
zh_sina_kcb_stock_payload,
zh_sina_kcb_stock_url,
zh_sina_kcb_stock_count_url,
zh_sina_kcb_stock_hist_url... | --- +++ @@ -1,5 +1,9 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/7/6 19:28
+Desc: 新浪财经-科创板-实时行情数据和历史行情数据(包含前复权和后复权因子)
+"""
import datetime
import re
@@ -21,6 +25,12 @@
def get_zh_kcb_page_count() -> int:
+ """
+ 所有股票的总页数
+ https://vip.stock.finance.sina.com.cn/mkt/#hs_a
+ :retu... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_kcb_sina.py |
Write documentation strings for class attributes | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import math
import pandas as pd
import requests
from bs4 import BeautifulSoup
from tqdm import tqdm
def stock_classify_board() -> dict:
url = "http://vip.stock.finance.sina.com.cn/quotes_service/api/json_v2.php/Market_Center.getHQNodes"
r = requests.get(url)
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/7/13 16:16
+Desc: 新浪财经-股票-行业分类
+http://vip.stock.finance.sina.com.cn/mkt/
+"""
import math
@@ -10,6 +15,11 @@
def stock_classify_board() -> dict:
+ """
+ http://vip.stock.finance.sina.com.cn/mkt/
+ :return: 股票分类字典
... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_classify_sina.py |
Generate missing documentation strings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_fhps_em(date: str = "20231231") -> pd.DataFrame:
import warnings
warnings.simplefilter(action="ignore", category=FutureWarning)
url = "https://datacenter-web.eastmoney.com... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/18 15:00
+Desc: 东方财富网-数据中心-年报季报-分红送配
+https://data.eastmoney.com/yjfp/
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_fhps_em(date: str = "20231231") -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-年报季报-分红送... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_fhps_em.py |
Write reusable docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.stock_feature.stock_a_indicator import get_token_lg, get_cookie_csrf
def stock_buffett_index_lg() -> pd.DataFrame:
token = get_token_lg()
url = "https://legulegu.com/api/stockdata/marketcap-gdp/get-marketcap-gdp"
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/9/20 18:05
+Desc: 乐估乐股-底部研究-巴菲特指标
+https://legulegu.com/stockdata/marketcap-gdp
+"""
import pandas as pd
import requests
@@ -8,6 +13,12 @@
def stock_buffett_index_lg() -> pd.DataFrame:
+ """
+ 乐估乐股-底部研究-巴菲特指标
+ http... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_buffett_index_lg.py |
Add docstrings to make code maintainable | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from tqdm import tqdm
def _stock_zh_kcb_report_em_page() -> int:
url = "https://np-anotice-stock.eastmoney.com/api/security/ann"
params = {
"sr": "-1",
"page_size": "100",
"page_index": "1",
"ann_... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/7/21 18:00
+Desc: 科创板报告
+https://data.eastmoney.com/notices/kcb.html
+"""
import pandas as pd
import requests
@@ -7,6 +12,12 @@
def _stock_zh_kcb_report_em_page() -> int:
+ """
+ 科创板报告的页数
+ https://data.eastmoney.co... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock/stock_zh_kcb_report.py |
Improve documentation using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
from functools import lru_cache
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
import py_mini_racer
from akshare.datasets import get_ths_js
from akshare.utils import demjson
from akshare.utils.tqdm i... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/2/28 13:20
+Desc: 同花顺-板块-同花顺行业
+https://q.10jqka.com.cn/thshy/
+"""
from datetime import datetime
from functools import lru_cache
@@ -16,6 +21,13 @@
def _get_file_content_ths(file: str = "ths.js") -> str:
+ """
+ 获取 JS... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_board_industry_ths.py |
Improve my code by adding docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.cons import headers
def stock_market_activity_legu() -> pd.DataFrame:
url = "https://legulegu.com/stockdata/market-activity"
r = requests.get(url, header... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/25 20:22
+Desc: 乐咕乐股网-赚钱效应分析
+https://www.legulegu.com/stockdata/market-activity
+"""
from io import StringIO
@@ -11,6 +16,12 @@
def stock_market_activity_legu() -> pd.DataFrame:
+ """
+ 乐咕乐股网-赚钱效应分析
+ https://ww... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_market_legu.py |
Add docstrings to existing functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_zh_a_gdhs(symbol: str = "20230930") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
if symbol == "最新":
params = {
"sortColumns"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/10/1 22:00
+Desc: 东方财富网-数据中心-特色数据-股东户数
+https://data.eastmoney.com/gdhs/
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_zh_a_gdhs(symbol: str = "20230930") -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-特色数据... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gdhs.py |
Create simple docstrings for beginners | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_gdfx_free_holding_statistics_em(
date: str = "20210630",
) -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/3/26 21:15
+Desc: 东方财富网-数据中心-股东分析
+https://data.eastmoney.com/gdfx/
+"""
import pandas as pd
import requests
@@ -10,6 +15,14 @@ def stock_gdfx_free_holding_statistics_em(
date: str = "20210630",
) -> pd.DataFrame:
+ ""... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gdfx_em.py |
Insert docstrings into my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_qsjy_em(date: str = "20200731") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "END_DATE",
"sortTypes": "-1",
"pageSize": "500",
... | --- +++ @@ -1,11 +1,24 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/9/21 16:49
+Desc: 东方财富网-数据中心-特色数据-券商业绩月报
+http://data.eastmoney.com/other/qsjy.html
+"""
import pandas as pd
import requests
def stock_qsjy_em(date: str = "20200731") -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-特色数据-券商业绩月报
+... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_qsjy_em.py |
Create documentation for each function signature | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_zcfz_em(date: str = "20240331") -> pd.DataFrame:
import warnings
warnings.filterwarnings(action="ignore", category=FutureWarning)
url = "https://datacenter-web.eastmoney.co... | --- +++ @@ -1,5 +1,15 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/9/20 15:30
+Desc: 东方财富-数据中心-年报季报-业绩快报-三大报表
+资产负债表
+https://data.eastmoney.com/bbsj/202003/zcfz.html
+利润表
+https://data.eastmoney.com/bbsj/202003/lrb.html
+现金流量表
+https://data.eastmoney.com/bbsj/202003/xjll.html
+"""
import pandas... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_report_em.py |
Add docstrings to improve readability | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import datetime
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_research_report_em(symbol: str = "000001") -> pd.DataFrame:
url = "https://reportapi.eastmoney.com/report/list"
params = {
"industryCode": "*",
"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/2/28 13:00
+Desc: 东方财富网-数据中心-研究报告-个股研报
+https://data.eastmoney.com/report/stock.jshtml
+"""
import datetime
import pandas as pd
@@ -9,6 +14,14 @@
def stock_research_report_em(symbol: str = "000001") -> pd.DataFrame:
+ """... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_research_report_em.py |
Fully document this Python code with docstrings | # -*- coding:utf-8 -*-
# !/usr/bin/env python
from io import StringIO
import pandas as pd
import py_mini_racer
import requests
from bs4 import BeautifulSoup
from akshare.datasets import get_ths_js
from akshare.utils.tqdm import get_tqdm
def _get_file_content_ths(file: str = "ths.js") -> str:
setting_file_path ... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/9/21 19:00
+Desc: 同花顺-数据中心-技术选股
+https://data.10jqka.com.cn/rank/cxg/
+"""
from io import StringIO
@@ -13,6 +18,13 @@
def _get_file_content_ths(file: str = "ths.js") -> str:
+ """
+ 获取 JS 文件的内容
+ :param file: JS ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_technology_ths.py |
Expand my code with proper documentation strings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_report_disclosure(
market: str = "沪深京", period: str = "2021年报"
) -> pd.DataFrame:
market_map = {
"沪深京": "szsh",
"深市": "sz",
"深主板": "szmb",
"创业板": "szcn",
"沪市": "sh",
"沪主板... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/6/8 16:34
+Desc: 巨潮资讯-首页-数据-预约披露
+http://www.cninfo.com.cn/new/commonUrl?url=data/yypl
+"""
import pandas as pd
import requests
@@ -8,6 +13,17 @@ def stock_report_disclosure(
market: str = "沪深京", period: str = "2021年报"
) -... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_yjyg_cninfo.py |
Write docstrings for algorithm functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.func import fetch_paginated_data
def stock_zh_a_spot_em() -> pd.DataFrame:
url = "https://82.push2.eastmoney.com/api/qt/clist/get"
params = {
"pn": "1",
"pz": "100",
"po": "1",
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/10 18:00
+Desc: 东方财富网-行情首页-沪深京 A 股
+https://quote.eastmoney.com/
+"""
import pandas as pd
import requests
@@ -8,6 +13,12 @@
def stock_zh_a_spot_em() -> pd.DataFrame:
+ """
+ 东方财富网-沪深京 A 股-实时行情
+ https://quote.east... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hist_em.py |
Document helper functions with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
import py_mini_racer
from akshare.utils.tqdm import get_tqdm
from akshare.datasets import get_ths_js
def _get_file_content_ths(file: str = "ths.js") -> str:
setting_file_path =... | --- +++ @@ -1,5 +1,17 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/8/15 18:00
+Desc: 同花顺-数据中心-资金流向
+同花顺-数据中心-资金流向-个股资金流
+https://data.10jqka.com.cn/funds/ggzjl/#refCountId=data_55f13c2c_254
+同花顺-数据中心-资金流向-概念资金流
+https://data.10jqka.com.cn/funds/gnzjl/#refCountId=data_55f13c2c_254
+同花顺-数据中心-资金流向-行业资... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_fund_flow.py |
Add detailed documentation for each class | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_sy_profile_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "REPORT_DATE",
"sortTypes": "-1",
... | --- +++ @@ -1,5 +1,14 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/9/15 15:30
+Desc: 东方财富网-数据中心-特色数据-商誉
+东方财富网-数据中心-特色数据-商誉-A股商誉市场概况: https://data.eastmoney.com/sy/scgk.html
+东方财富网-数据中心-特色数据-商誉-商誉减值预期明细: https://data.eastmoney.com/sy/yqlist.html
+东方财富网-数据中心-特色数据-商誉-个股商誉减值明细: https://data.eastmoney.... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_sy_em.py |
Add docstrings explaining edge cases | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_ggcg_em(symbol: str = "全部") -> pd.DataFrame:
symbol_map = {
"全部": "",
"股东增持": '(DIRECTION="增持")',
"股东减持": '(DIRECTION="减持")',
}
url = "https://datace... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/6/16 18:03
+Desc: 东方财富网-数据中心-特色数据-高管持股
+https://data.eastmoney.com/executive/gdzjc.html
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_ggcg_em(symbol: str = "全部") -> pd.DataFrame:
+ """
+ 东方财富网-数据... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gdzjc_em.py |
Document all endpoints with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.stock_feature.stock_a_indicator import get_token_lg, get_cookie_csrf
def stock_a_gxl_lg(symbol: str = "上证A股") -> pd.DataFrame:
symbol_map = {
"上证A股": "shangzheng",
"深证A股": "shenzheng",
"创业板": "c... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2023/4/10 16:05
+Desc: 乐咕乐股-股息率-A 股股息率
+https://legulegu.com/stockdata/guxilv
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def stock_a_gxl_lg(symbol: str = "上证A股") -> pd.DataFrame:
+ """
+ 乐咕乐股-股息率-A 股股息率
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gxl_lg.py |
Add docstrings to existing functions | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import math
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_hot_follow_xq(symbol: str = "最热门") -> pd.DataFrame:
symbol_map = {
"本周新增": "follow7d",
"最热门": "follow",
}
url = "https://xueqiu.com/service/v5/... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/1/7 17:00
+Desc: 雪球-沪深股市-热度排行榜
+https://xueqiu.com/hq
+"""
import math
@@ -10,6 +15,14 @@
def stock_hot_follow_xq(symbol: str = "最热门") -> pd.DataFrame:
+ """
+ 雪球-沪深股市-热度排行榜-关注排行榜
+ https://xueqiu.com/hq
+ :par... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hot_xq.py |
Write docstrings for data processing functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
from akshare.utils import demjson
def stock_yzxdr_em(date: str = "20240930") -> pd.DataFrame:
import warnings
warnings.simplefilter(action="ignore", category=FutureWarning) # 忽略所有
d... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/4/27 19:18
+Desc: 东方财富网-数据中心-特色数据-一致行动人
+https://data.eastmoney.com/yzxdr/
+"""
import pandas as pd
import requests
@@ -9,6 +14,14 @@
def stock_yzxdr_em(date: str = "20240930") -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-特色数据-... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_yzxdr_em.py |
Document this code for team use | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_gddh_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "NOTICE_DATE",
"sortTypes": "-1",
"pageS... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/2/11 16:00
+Desc: 东方财富网-数据中心-股东大会
+https://data.eastmoney.com/gddh/
+"""
import pandas as pd
import requests
@@ -7,6 +12,12 @@
def stock_gddh_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-股东大会
+ https://data.eastmoney.co... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gddh_em.py |
Generate NumPy-style docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import requests
import pandas as pd
def stock_zh_vote_baidu(
symbol: str = "000001", indicator: str = "指数"
) -> pd.DataFrame:
indicator_map = {"股票": "stock", "指数": "index"}
url = "https://finance.pae.baidu.com/vapi/v1/stockvoterecords"
params = {
"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/10/10 17:26
+Desc: 百度股市通- A 股或指数-股评-投票
+https://gushitong.baidu.com/index/ab-000001
+"""
import requests
import pandas as pd
@@ -8,6 +13,16 @@ def stock_zh_vote_baidu(
symbol: str = "000001", indicator: str = "指数"
) -> pd.... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_zh_vote_baidu.py |
Annotate my code with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from tqdm import tqdm
def stock_yjkb_em(date: str = "20211231") -> pd.DataFrame:
url = "https://datacenter.eastmoney.com/securities/api/data/v1/get"
params = {
"sortColumns": "UPDATE_DATE,SECURITY_CODE",
"sortTyp... | --- +++ @@ -1,5 +1,13 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/4 18:10
+Desc: 东方财富-数据中心-年报季报
+东方财富-数据中心-年报季报-业绩预告
+https://data.eastmoney.com/bbsj/202003/yjyg.html
+东方财富-数据中心-年报季报-预约披露时间
+https://data.eastmoney.com/bbsj/202003/yysj.html
+"""
import pandas as pd
import requests
@@ -7,6 +15... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_yjyg_em.py |
Provide clean and structured docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_zdhtmx_em(
start_date: str = "20200819", end_date: str = "20230819"
) -> pd.DataFrame:
import warnings
warnings.filterwarnings(action="ignore", category=FutureWarning)
u... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/2/11 20:32
+Desc: 东方财富网-数据中心-重大合同-重大合同明细
+https://data.eastmoney.com/zdht/mx.html
+"""
import pandas as pd
import requests
@@ -9,6 +14,16 @@ def stock_zdhtmx_em(
start_date: str = "20200819", end_date: str = "20230819"
) -... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_zdhtmx_em.py |
Document this module using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_qbzf_em() -> pd.DataFrame:
import warnings
warnings.filterwarnings(action="ignore", category=FutureWarning)
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
... | --- +++ @@ -1,5 +1,13 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/4 18:20
+Desc: 增发和配股
+东方财富网-数据中心-新股数据-增发-全部增发
+https://data.eastmoney.com/other/gkzf.html
+东方财富网-数据中心-新股数据-配股
+https://data.eastmoney.com/xg/pg/
+"""
import pandas as pd
import requests
@@ -8,6 +16,12 @@
def stock_qbzf_em(... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_zf_pg.py |
Add detailed documentation for each class | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import warnings
from functools import lru_cache
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.tqdm import get_tqdm
@lru_cache()
def _fetch_stock_uid() -> dict:
url = "https://sns.sseinfo.com/allcompany.do"
data = {
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/21 19:20
+Desc: 上证e互动-提问与回答
+https://sns.sseinfo.com/
+"""
import warnings
from functools import lru_cache
@@ -13,6 +18,12 @@
@lru_cache()
def _fetch_stock_uid() -> dict:
+ """
+ 上证e互动-代码ID映射
+ https://sns.sseinfo.... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_sns_sseinfo.py |
Document classes and their methods | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.func import fetch_paginated_data
from akshare.utils.tqdm import get_tqdm
def stock_hsgt_fund_flow_summary_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/... | --- +++ @@ -1,5 +1,11 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/3/4 23:00
+Desc: 东方财富网-数据中心-沪深港通持股
+https://data.eastmoney.com/hsgtcg/
+沪深港通详情: https://finance.eastmoney.com/news/1622,20161118685370149.html
+"""
import pandas as pd
import requests
@@ -10,6 +16,12 @@
def stock_hsgt_fund_... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hsgt_em.py |
Add professional docstrings to my codebase | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import http.client
import json
import urllib
import pandas as pd
def stock_hk_valuation_baidu(
symbol: str = "06969", indicator: str = "总市值", period: str = "近一年"
) -> pd.DataFrame:
params = {
"openapi": "1",
"dspName": "iphone",
"tn": "tan... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/11/21 18:26
+Desc: 百度股市通-港股-财务报表-估值数据
+https://gushitong.baidu.com/stock/hk-06969
+"""
import http.client
import json
@@ -11,6 +16,18 @@ def stock_hk_valuation_baidu(
symbol: str = "06969", indicator: str = "总市值", period: s... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hk_valuation_baidu.py |
Replace inline comments with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def _fetch_org_id(symbol: str = "000001") -> str:
url = "https://irm.cninfo.com.cn/newircs/index/queryKeyboardInfo"
params = {"_t": "1691144074"}
data = {"keyWord": symbol}
r = re... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/20 16:00
+Desc: 互动易-提问与回答
+https://irm.cninfo.com.cn/
+"""
import pandas as pd
import requests
@@ -8,6 +13,12 @@
def _fetch_org_id(symbol: str = "000001") -> str:
+ """
+ 股票-互动易-组织代码
+ https://irm.cninfo.com.cn/
+... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_irm_cninfo.py |
Add docstrings to improve code quality | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import math
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_gpzy_profile_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "TRADE_DATE",
"sortTypes": ... | --- +++ @@ -1,5 +1,15 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/12/18 17:30
+Desc: 东方财富网-数据中心-特色数据-股权质押
+东方财富网-数据中心-特色数据-股权质押-股权质押市场概况: https://data.eastmoney.com/gpzy/marketProfile.aspx
+东方财富网-数据中心-特色数据-股权质押-上市公司质押比例: https://data.eastmoney.com/gpzy/pledgeRatio.aspx
+东方财富网-数据中心-特色数据-股权质押-重要股东股权... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_gpzy_em.py |
Write reusable docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_zh_valuation_baidu(
symbol: str = "002044", indicator: str = "总市值", period: str = "近一年"
) -> pd.DataFrame:
url = "https://gushitong.baidu.com/opendata"
params = {
"openapi": "1",
"dspName": "iphone"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/29 23:00
+Desc: 百度股市通-A股-财务报表-估值数据
+https://gushitong.baidu.com/stock/ab-002044
+"""
import pandas as pd
import requests
@@ -8,6 +13,18 @@ def stock_zh_valuation_baidu(
symbol: str = "002044", indicator: str = "总市值", peri... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_zh_valuation_baidu.py |
Write beginner-friendly docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import datetime
import pandas as pd
import requests
from akshare.index.index_stock_zh import get_tx_start_year
from akshare.utils import demjson
from akshare.utils.tqdm import get_tqdm
def stock_zh_a_hist_tx(
symbol: str = "sz000001",
start_date: str = "19000101... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/10/15 22:30
+Desc: 腾讯证券-行情首页-沪深京A股
+https://quote.eastmoney.com/
+"""
import datetime
@@ -18,6 +23,22 @@ adjust: str = "",
timeout: float = None,
) -> pd.DataFrame:
+ """
+ 腾讯证券-日频-股票历史数据
+ https://gu.qq.com/... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_hist_tx.py |
Document classes and their methods | # -*- coding:utf-8 -*-
# !/usr/bin/env python
from functools import lru_cache
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.tqdm import get_tqdm
@lru_cache()
def _stock_balance_sheet_by_report_ctype_em(symbol: str = "SH600519") -> str:
url = "https://emweb.securities.east... | --- +++ @@ -1,5 +1,9 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/5/8 20:00
+Desc: 东方财富-股票-财务分析
+"""
from functools import lru_cache
@@ -12,6 +16,14 @@
@lru_cache()
def _stock_balance_sheet_by_report_ctype_em(symbol: str = "SH600519") -> str:
+ """
+ 东方财富-股票-财务分析-资产负债表-按报告期-公司类型判断
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_three_report_em.py |
Generate docstrings for script automation | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_changes_em(symbol: str = "大笔买入") -> pd.DataFrame:
url = "https://push2ex.eastmoney.com/getAllStockChanges"
symbol_map = {
"火箭发射": "8201",
"快速反弹": "8202",
"大笔买入": "8193",
"封涨停板": "4",
... | --- +++ @@ -1,11 +1,26 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/12/27 21:11
+Desc: 东方财富-行情中心-盘口异动
+https://quote.eastmoney.com/changes/
+"""
import pandas as pd
import requests
def stock_changes_em(symbol: str = "大笔买入") -> pd.DataFrame:
+ """
+ 东方财富-行情中心-盘口异动
+ https://quote.e... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_pankou_em.py |
Create simple docstrings for beginners | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_profit_forecast_em(symbol: str = "") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"reportName": "RPT_WEB_RESPREDICT",
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/1/6 15:00
+Desc: 东方财富网-数据中心-研究报告-盈利预测
+https://data.eastmoney.com/report/profitforecast.jshtml
+"""
import pandas as pd
import requests
@@ -8,6 +13,15 @@
def stock_profit_forecast_em(symbol: str = "") -> pd.DataFrame:
+ "... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_profit_forecast_em.py |
Auto-generate documentation strings for this file | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from bs4 import BeautifulSoup
def stock_ipo_ths(symbol: str = "全部A股") -> pd.DataFrame:
symbol_map = {
"全部A股": "all",
"沪市主板": "hszb",
"深市主板": "sszb",
"创业板": "cyb",
"科创板": "kcbsg",
"京市主板... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/03/04
+Desc: 同花顺-数据中心-新股申购与中签
+https://data.10jqka.com.cn/ipo/xgsgyzq/
+"""
import pandas as pd
import requests
@@ -7,6 +12,14 @@
def stock_ipo_ths(symbol: str = "全部A股") -> pd.DataFrame:
+ """
+ 同花顺-数据中心-新股申购与中签
+ h... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_ipo_ths.py |
Provide clean and structured docstrings | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import math
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_notice_report(symbol: str = "全部", date: str = "20220511") -> pd.DataFrame:
url = "https://np-anotice-stock.eastmoney.com/api/security/ann"
report_map = {
"... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/6/13 13:00
+Desc: 东方财富网-数据中心-公告大全-沪深 A 股公告
+https://data.eastmoney.com/notices/hsa/5.html
+"""
import math
@@ -10,6 +15,16 @@
def stock_notice_report(symbol: str = "全部", date: str = "20220511") -> pd.DataFrame:
+ """
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_notice.py |
Add docstrings to my Python code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.tqdm import get_tqdm
def stock_lhb_detail_daily_sina(date: str = "20240222") -> pd.DataFrame:
date = "-".join([date[:4], date[4:6], date[6:]])
url = "htt... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/10 00:00
+Desc: 新浪财经-龙虎榜
+https://vip.stock.finance.sina.com.cn/q/go.php/vInvestConsult/kind/lhb/index.phtml
+"""
from io import StringIO
@@ -11,6 +16,14 @@
def stock_lhb_detail_daily_sina(date: str = "20240222") -> pd.Da... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_lhb_sina.py |
Write docstrings including parameters and return values | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_lhb_detail_em(
start_date: str = "20230403", end_date: str = "20230417"
) -> pd.DataFrame:
start_date = "-".join([start_date[:4], start_date[4:6], start_date[6:]])
end_date ... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/4/22 14:00
+Desc: 东方财富网-数据中心-龙虎榜单
+https://data.eastmoney.com/stock/tradedetail.html
+"""
import pandas as pd
import requests
@@ -9,6 +14,16 @@ def stock_lhb_detail_em(
start_date: str = "20230403", end_date: str = "202304... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_lhb_em.py |
Write proper docstrings for these functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import pandas as pd
import requests
from akshare.utils.cons import headers
from akshare.utils.tqdm import get_tqdm
def stock_ipo_tutor_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/24 16:37
+Desc: 东方财富网-数据中心-新股申购-辅导备案信息
+https://data.eastmoney.com/xg/ipo/fd.html
+"""
import json
@@ -11,6 +16,12 @@
def stock_ipo_tutor_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-新股数据-IPO辅导信息
+ https://data.east... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_ipo_tutor.py |
Insert docstrings into my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
def stock_hk_profit_forecast_et(
symbol: str = "09999", indicator: str = "盈利预测概览"
) -> pd.DataFrame:
url = "https://www.etnet.com.hk/www/sc/stocks/realtime/quote_profit.php"
params = {
"code"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/1/7 15:00
+Desc: 东方财富网-数据中心-研究报告-盈利预测
+https://data.eastmoney.com/report/profitforecast.jshtml
+"""
from io import StringIO
@@ -10,6 +15,16 @@ def stock_hk_profit_forecast_et(
symbol: str = "09999", indicator: str = "盈利预测概... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_profit_forecast_hk_etnet.py |
Document this module using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import pandas as pd
import requests
from akshare.utils.cons import headers
from akshare.utils.tqdm import get_tqdm
def stock_ipo_review_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/25 16:46
+Desc: 东方财富网-数据中心-新股申购-过会企业信息
+https://data.eastmoney.com/xg/gh/default.html
+"""
import json
@@ -11,6 +16,12 @@
def stock_ipo_review_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-新股申购-新股上会信息
+ https://data.... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_ipo_review.py |
Write docstrings for data processing functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.stock_feature.stock_a_indicator import get_token_lg, get_cookie_csrf
def stock_a_ttm_lyr() -> pd.DataFrame:
url = "https://legulegu.com/api/stock-data/market-ttm-lyr"
params = {
"marketId": "5",
"t... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/10/30 15:00
+Desc: 全部A股-等权重市盈率、中位数市盈率
+https://www.legulegu.com/stockdata/a-ttm-lyr
+"""
import pandas as pd
import requests
@@ -8,6 +13,11 @@
def stock_a_ttm_lyr() -> pd.DataFrame:
+ """
+ 全部 A 股-等权重市盈率、中位数市盈率
+ :r... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_ttm_lyr.py |
Expand my code with proper documentation strings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.cons import headers
from akshare.utils.tqdm import get_tqdm
def stock_ipo_declare_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "END_DATE... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/24 16:20
+Desc: 东方财富网-数据中心-新股申购-首发申报信息-首发申报企业信息
+https://data.eastmoney.com/xg/xg/sbqy.html
+"""
import pandas as pd
import requests
@@ -9,6 +14,12 @@
def stock_ipo_declare_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-新... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_ipo_declare.py |
Write docstrings describing functionality | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_tfp_em(date: str = "20240426") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "SUSPEND_START_DATE",
"sortTypes": "-1",
"pageSize": "500",... | --- +++ @@ -1,11 +1,24 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/29 15:00
+Desc: 东方财富网-数据中心-特色数据-停复牌信息
+https://data.eastmoney.com/tfpxx/
+"""
import pandas as pd
import requests
def stock_tfp_em(date: str = "20240426") -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-特色数据-停复牌信息
+ https:/... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_tfp_em.py |
Create docstrings for each class method | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_margin_ratio_pa(symbol: str = "深市", date: str = "20260113") -> pd.DataFrame:
market_code = {
"深市": "00",
"沪市": "10",
"北交所": "30",
}
url = "https://stock.pingan.com/fss/servlet/fsscoreapp/sto... | --- +++ @@ -1,11 +1,26 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2026/1/13 15:20
+Desc: 上海证券交易所-融资融券数据
+https://www.sse.com.cn/market/othersdata/margin/sum/
+"""
import pandas as pd
import requests
def stock_margin_ratio_pa(symbol: str = "深市", date: str = "20260113") -> pd.DataFrame:
+ ""... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_margin_sse.py |
Provide clean and structured docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from akshare.utils import demjson
def stock_institute_hold(symbol: str = "20051") -> pd.DataFrame:
url = "https://vip.stock.finance.sina.com.cn/q/go.php/vComStockHold/kind/jgcg/index.phtml"
params = {
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/2/21 11:00
+Desc: 新浪财经-股票-机构持股
+https://vip.stock.finance.sina.com.cn/q/go.php/vComStockHold/kind/jgcg/index.phtml
+"""
from io import StringIO
@@ -10,6 +15,14 @@
def stock_institute_hold(symbol: str = "20051") -> pd.DataFr... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_hold.py |
Write docstrings describing functionality | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.tqdm import get_tqdm
from akshare.utils.cons import headers
def stock_lh_yyb_most() -> pd.DataFrame:
url = "https://data.10jqka.com.cn/ifmarket/lhbyyb/type/1... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/6 20:30
+Desc: 同花顺-数据中心-营业部排名
+https://data.10jqka.com.cn/market/longhu/
+"""
from io import StringIO
@@ -12,6 +17,12 @@
def stock_lh_yyb_most() -> pd.DataFrame:
+ """
+ 同花顺-数据中心-营业部排名-上榜次数最多
+ https://data.10jqk... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_lh_yybpm.py |
Add docstrings to improve collaboration | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import warnings
import pandas as pd
import requests
def stock_margin_underlying_info_szse(date: str = "20221129") -> pd.DataFrame:
url = "https://www.szse.cn/api/report/ShowReport"
params = {
"SHOWTYPE": "xlsx",
"CATALOGID": "1834_xxpl",
"... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/6/14 17:00
+Desc: 深圳证券交易所-融资融券数据
+https://www.szse.cn/disclosure/margin/object/index.html
+"""
import warnings
@@ -8,6 +13,14 @@
def stock_margin_underlying_info_szse(date: str = "20221129") -> pd.DataFrame:
+ """
+ 深... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_margin_szse.py |
Add structured docstrings to improve clarity | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from tqdm import tqdm
def stock_jgdy_tj_em(date: str = "20220101") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "NOTICE_DATE,SUM,RECEIVE_START_DATE,SECURITY_CODE... | --- +++ @@ -1,5 +1,12 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+date: 2022/2/14 20:02
+desc: 东方财富网-数据中心-特色数据-机构调研
+http://data.eastmoney.com/jgdy/
+东方财富网-数据中心-特色数据-机构调研-机构调研统计: http://data.eastmoney.com/jgdy/tj.html
+东方财富网-数据中心-特色数据-机构调研-机构调研详细: http://data.eastmoney.com/jgdy/xx.html
+"""
import pandas ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_jgdy_em.py |
Generate NumPy-style docstrings | # !/usr/bin/env python
import math
import random
import time
from typing import List, Dict
import pandas as pd
from akshare.utils.request import request_with_retry
from akshare.utils.tqdm import get_tqdm
def fetch_paginated_data(url: str, base_params: Dict, timeout: int = 15):
# 复制参数以避免修改原始参数
params = base... | --- +++ @@ -1,4 +1,8 @@ # !/usr/bin/env python
+"""
+Date: 2025/3/10 18:00
+Desc: 通用帮助函数
+"""
import math
import random
@@ -12,6 +16,18 @@
def fetch_paginated_data(url: str, base_params: Dict, timeout: int = 15):
+ """
+ 东方财富-分页获取数据并合并结果
+ https://quote.eastmoney.com/f1.html?newcode=0.000001
+ :para... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/utils/func.py |
Write docstrings including parameters and return values | # !/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.cons import headers
def stock_individual_basic_info_xq(
symbol: str = "SH601127", token: str = None, timeout: float = None
) -> pd.DataFrame:
from akshare.stock.cons import xq_a_token
xq_a_token = token... | --- +++ @@ -1,5 +1,10 @@ # !/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/5/16 19:00
+Desc: 雪球-个股-公司概况-公司简介
+https://xueqiu.com/snowman/S/SH601127/detail#/GSJJ
+"""
import pandas as pd
import requests
@@ -10,6 +15,18 @@ def stock_individual_basic_info_xq(
symbol: str = "SH601127", token: str = N... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_basic_info_xq.py |
Generate docstrings with examples | # !/usr/bin/env python
import random
import time
from typing import Dict, Tuple
import requests
from requests.adapters import HTTPAdapter
def request_with_retry(
url: str,
params: Dict = None,
timeout: int = 15,
max_retries: int = 3,
base_delay: float = 1.0,
random_delay_range: Tuple[float, ... | --- +++ @@ -1,4 +1,8 @@ # !/usr/bin/env python
+"""
+Date: 2025/12/31
+Desc: HTTP 请求工具函数
+"""
import random
import time
@@ -16,6 +20,24 @@ base_delay: float = 1.0,
random_delay_range: Tuple[float, float] = (0.5, 1.5),
) -> requests.Response:
+ """
+ 带重试机制的 HTTP GET 请求
+ :param url: 请求 URL
+ :t... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/utils/request.py |
Generate docstrings for script automation | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.cons import headers
def __stock_financial_us_report_query_market_em(symbol: str = "TSLA") -> str:
url = "https://datacenter.eastmoney.com/securities/api/data/v1/get"
params = {
"reportName": "RPT_USF1... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/27 14:00
+Desc: 美股-基本面数据
+https://emweb.eastmoney.com/PC_USF10/pages/index.html?code=TSLA&type=web&color=w#/cwfx
+"""
import pandas as pd
import requests
@@ -8,6 +13,14 @@
def __stock_financial_us_report_query_market_em(sy... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_finance_us_em.py |
Improve documentation using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
def stock_financial_hk_report_em(
stock: str = "00700", symbol: str = "资产负债表", indicator: str = "年度"
) -> pd.DataFrame:
url = "https://datacenter.eastmoney.com/securities/api/data/v1/get"
params = {
"reportName": "RP... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/4 17:00
+Desc: 港股-基本面数据
+https://emweb.securities.eastmoney.com/PC_HKF10/FinancialAnalysis/index?type=web&code=00700
+"""
import pandas as pd
import requests
@@ -8,6 +13,18 @@ def stock_financial_hk_report_em(
stock: str ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_finance_hk_em.py |
Fully document this Python code with docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import json
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.cons import headers
def stock_financial_abstract_ths(
symbol: str = "000063", indicator: str = "按报告期"
) -> pd.DataFrame:
url = f"https://basic.10jqka.com.cn/new/{sym... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/18 16:00
+Desc: 同花顺-财务指标-主要指标
+https://basic.10jqka.com.cn/new/000063/finance.html
+"""
import json
@@ -13,6 +18,16 @@ def stock_financial_abstract_ths(
symbol: str = "000063", indicator: str = "按报告期"
) -> pd.DataFrame... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_finance_ths.py |
Create docstrings for all classes and functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime
from io import StringIO
import pandas as pd
import requests
from bs4 import BeautifulSoup
from akshare.utils.tqdm import get_tqdm
def stock_financial_report_sina(
stock: str = "sh600600", symbol: str = "资产负债表"
) -> pd.DataFrame:
sym... | --- +++ @@ -1,5 +1,15 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/10/2 9:00
+Desc: 股票基本面数据
+新浪财经-财务报表-财务摘要
+https://vip.stock.finance.sina.com.cn/corp/go.php/vFD_FinanceSummary/stockid/600004.phtml
+新浪财经-财务分析-财务指标
+https://money.finance.sina.com.cn/corp/go.php/vFD_FinancialGuideLine/stockid/600004... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_finance_sina.py |
Add docstrings to meet PEP guidelines |
import concurrent.futures
# 定义在模块级别的函数
def js_executor_function(js_code_str, method, args):
from py_mini_racer import MiniRacer
js_code = MiniRacer()
js_code.eval(js_code_str)
if method == "call":
fn_name = args[0]
fn_args = args[1:]
return js_code.call(fn_name, *fn_args)
... | --- +++ @@ -1,9 +1,19 @@+"""
+利用多进行执行 js 代码方案
+
+1. 未能解决 gevent 调用问题
+2. 导致 js 代码执行缓慢
+3. 该方案废弃，这里仅作参考
+
+同时发现 gevent 里面无法调用异步的接口
+"""
import concurrent.futures
# 定义在模块级别的函数
def js_executor_function(js_code_str, method, args):
+ """在新进程中执行 JavaScript 代码的函数"""
from py_mini_racer import MiniRacer
... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/utils/multi_decrypt.py |
Fill in missing docstrings in my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import http.client
import json
import urllib
import pandas as pd
def stock_us_valuation_baidu(
symbol: str = "NVDA", indicator: str = "总市值", period: str = "近一年"
) -> pd.DataFrame:
params = {
"openapi": "1",
"dspName": "iphone",
"tn": "tang... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/12/24 18:26
+Desc: 百度股市通-美股-财务报表-估值数据
+https://gushitong.baidu.com/stock/us-NVDA
+"""
import http.client
import json
@@ -11,6 +16,18 @@ def stock_us_valuation_baidu(
symbol: str = "NVDA", indicator: str = "总市值", period: str... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_us_valuation_baidu.py |
Add missing documentation to my Python functions | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from bs4 import BeautifulSoup
def stock_institute_recommend(symbol: str = "投资评级选股") -> pd.DataFrame:
url = "http://stock.finance.sina.com.cn/stock/go.php/vIR_RatingNewest/index.phtml"
params = {
"num": "40",
"p":... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2022/1/7 13:40
+Desc: 新浪财经-机构推荐池
+http://stock.finance.sina.com.cn/stock/go.php/vIR_RatingNewest/index.phtml
+"""
import pandas as pd
import requests
@@ -7,6 +12,14 @@
def stock_institute_recommend(symbol: str = "投资评级选股") -> pd.D... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_recommend.py |
Write docstrings for backend logic | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from akshare.utils.tqdm import get_tqdm
def stock_yjbb_em(date: str = "20200331") -> pd.DataFrame:
import warnings
warnings.simplefilter(action="ignore", category=FutureWarning) # 忽略所有
url = "https://datacenter-web.eastmo... | --- +++ @@ -1,5 +1,11 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/20 18:00
+Desc: 东方财富-数据中心-年报季报
+东方财富-数据中心-年报季报-业绩快报-业绩报表
+https://data.eastmoney.com/bbsj/202003/yjbb.html
+"""
import pandas as pd
import requests
@@ -8,6 +14,14 @@
def stock_yjbb_em(date: str = "20200331") -> pd.DataFram... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_yjbb_em.py |
Write Python docstrings for this snippet | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
from bs4 import BeautifulSoup
def stock_zyjs_ths(symbol: str = "000066") -> pd.DataFrame:
url = f"https://basic.10jqka.com.cn/new/{symbol}/operate.html"
headers = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x6... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2024/3/29 10:30
+Desc: 同花顺-主营介绍
+https://basic.10jqka.com.cn/new/000066/operate.html
+"""
import pandas as pd
import requests
@@ -7,6 +12,14 @@
def stock_zyjs_ths(symbol: str = "000066") -> pd.DataFrame:
+ """
+ 同花顺-主营介绍
+... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_zyjs_ths.py |
Expand my code with proper documentation strings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
import requests
from tqdm import tqdm
def stock_restricted_release_summary_em(
symbol: str = "全部股票", start_date: str = "20221101", end_date: str = "20221209"
) -> pd.DataFrame:
symbol_map = {
"全部股票": "000300",
"沪市A股": "000001",
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/4/7 19:30
+Desc: 限售股解禁
+https://data.eastmoney.com/dxf/detail.html
+"""
import pandas as pd
import requests
@@ -9,6 +14,18 @@ def stock_restricted_release_summary_em(
symbol: str = "全部股票", start_date: str = "20221101", end_... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_restricted_em.py |
Generate consistent docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import datetime
import pandas as pd
import requests
import py_mini_racer
from akshare.stock.cons import hk_js_decode
def tool_trade_date_hist_sina() -> pd.DataFrame:
url = "https://finance.sina.com.cn/realstock/company/klc_td_sh.txt"
r = requests.get(url)
js... | --- +++ @@ -1,5 +1,11 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/3/25 16:30
+Desc: 新浪财经-交易日历
+https://finance.sina.com.cn/realstock/company/klc_td_sh.txt
+此处可以用来更新 calendar.json 文件，注意末尾没有 "," 号
+"""
import datetime
@@ -11,6 +17,12 @@
def tool_trade_date_hist_sina() -> pd.DataFrame:
+ ... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/tool/trade_date_hist.py |
Please document this code using docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
from akshare.utils.cons import headers
def stock_profit_forecast_ths(
symbol: str = "600519", indicator: str = "预测年报每股收益"
) -> pd.DataFrame:
url = f"https://basic.10jqka.com.cn/new/{symbol}/worth.html"
... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/3/1 15:00
+Desc: 同花顺-盈利预测
+https://basic.10jqka.com.cn/new/600519/worth.html
+"""
from io import StringIO
@@ -12,6 +17,16 @@ def stock_profit_forecast_ths(
symbol: str = "600519", indicator: str = "预测年报每股收益"
) -> pd.DataF... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_profit_forecast_ths.py |
Add well-formatted docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import requests
import pandas as pd
def stock_zh_a_gbjg_em(symbol: str = "603392.SH") -> pd.DataFrame:
url = "https://datacenter.eastmoney.com/securities/api/data/v1/get"
params = {
"reportName": "RPT_F10_EH_EQUITY",
"columns": "SECUCODE,SECURITY_C... | --- +++ @@ -1,11 +1,24 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2025/4/3 18:00
+Desc: 东方财富-A股数据-股本结构
+https://emweb.securities.eastmoney.com/pc_hsf10/pages/index.html?type=web&code=SH603392&color=b#/gbjg/gbjg
+"""
import requests
import pandas as pd
def stock_zh_a_gbjg_em(symbol: str = "603... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_gbjg_em.py |
Document this module using docstrings | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
from akshare.utils.cons import headers
from akshare.utils.tqdm import get_tqdm
def stock_register_all_em() -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "UPDATE... | --- +++ @@ -1,5 +1,10 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/12/25 16:20
+Desc: 东方财富网-数据中心-新股数据-注册制审核
+https://data.eastmoney.com/kcb/?type=nsb
+"""
import pandas as pd
import requests
@@ -9,6 +14,12 @@
def stock_register_all_em() -> pd.DataFrame:
+ """
+ 东方财富网-数据中心-新股数据-IPO审核信... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_register_em.py |
Create documentation for each function signature | #!/usr/bin/env python
# -*- coding:utf-8 -*-
import pandas as pd
from akshare.request import make_request_with_retry_json
def stock_value_em(symbol: str = "300766") -> pd.DataFrame:
url = "https://datacenter-web.eastmoney.com/api/data/v1/get"
params = {
"sortColumns": "TRADE_DATE",
"sortType... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/11/26 18:00
+Desc: 东方财富网-数据中心-估值分析-每日互动-每日互动-估值分析
+https://data.eastmoney.com/gzfx/detail/300766.html
+"""
import pandas as pd
@@ -7,6 +12,14 @@
def stock_value_em(symbol: str = "300766") -> pd.DataFrame:
+ """
+ 东方财富... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_value_em.py |
Add professional docstrings to my codebase | # -*- coding:utf-8 -*-
# !/usr/bin/env python
import pandas as pd
import requests
def stock_zygc_em(symbol: str = "SH688041") -> pd.DataFrame:
url = "https://emweb.securities.eastmoney.com/PC_HSF10/BusinessAnalysis/PageAjax"
params = {"code": symbol}
r = requests.get(url, params=params)
data_json = r... | --- +++ @@ -1,11 +1,24 @@ # -*- coding:utf-8 -*-
# !/usr/bin/env python
+"""
+Date: 2025/5/6 14:30
+Desc: 主营构成
+https://emweb.securities.eastmoney.com/PC_HSF10/BusinessAnalysis/Index?type=web&code=SH688041#
+"""
import pandas as pd
import requests
def stock_zygc_em(symbol: str = "SH688041") -> pd.DataFrame:
+... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_fundamental/stock_zygc.py |
Generate NumPy-style docstrings | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from datetime import datetime, timedelta
import pandas as pd
import requests
def stock_zt_pool_em(date: str = "20241008") -> pd.DataFrame:
url = "https://push2ex.eastmoney.com/getTopicZTPool"
params = {
"ut": "7eea3edcaed734bea9cbfc24409ed989",
"d... | --- +++ @@ -1,5 +1,19 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/11/22 21:30
+Desc: 首页-行情中心-涨停板行情-涨停股池
+https://quote.eastmoney.com/ztb/detail#type=ztgc
+
+涨停板行情专题为您展示了 6 个股票池，分别为：
+1. 涨停股池：包含当日当前涨停的所有A股股票(不含未中断连续一字涨停板的新股)；
+2. 昨日涨停股池：包含上一交易日收盘时涨停的所有A股股票(不含未中断连续一字涨停板的新股)；
+3. 强势股池：包含创下60日新高或近期多次涨... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_ztb_em.py |
Insert docstrings into my code | #!/usr/bin/env python
# -*- coding:utf-8 -*-
from io import StringIO
import pandas as pd
import requests
def stock_fhps_detail_ths(symbol: str = "603444") -> pd.DataFrame:
url = f"https://basic.10jqka.com.cn/new/{symbol}/bonus.html"
headers = {
"User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64... | --- +++ @@ -1,5 +1,10 @@ #!/usr/bin/env python
# -*- coding:utf-8 -*-
+"""
+Date: 2024/5/13 10:30
+Desc: 同花顺-分红情况
+https://basic.10jqka.com.cn/new/603444/bonus.html
+"""
from io import StringIO
@@ -8,6 +13,14 @@
def stock_fhps_detail_ths(symbol: str = "603444") -> pd.DataFrame:
+ """
+ 同花顺-分红情况
+ htt... | https://raw.githubusercontent.com/akfamily/akshare/HEAD/akshare/stock_feature/stock_fhps_ths.py |
Add inline docstrings for readability | #!/usr/bin/env python
from pathlib import Path
import argparse
import datetime
import numpy as np
import os
import platform
import re
import shlex
import signal
import sys
import time
import torch
from packaging import version
from warnings import warn
# important: when changing how the benchmark measures things bu... | --- +++ @@ -1,5 +1,25 @@ #!/usr/bin/env python
+"""
+
+This is Maximum Achievable Matmul FLOPS (MAMF) Finder
+
+For a quick run use:
+
+python mamf-finder.py --m_range 0 20480 256 --n 4096 --k 4096 --output_file=$(date +'%Y-%m-%d-%H:%M:%S').txt
+
+But this usually is an insufficient range to get the best results, the... | https://raw.githubusercontent.com/stas00/ml-engineering/HEAD/compute/accelerator/benchmarks/mamf-finder.py |
Add docstrings that explain inputs and outputs | #!/usr/bin/env python
import gc
import os
import psutil
import pynvml
import torch
import torch.distributed as dist
def see_memory_usage(message, force=False, ranks=[0]):
if not force:
return
rank = dist.get_rank() if dist.is_initialized() else 0
if not rank in ranks:
return
# pytho... | --- +++ @@ -1,5 +1,18 @@ #!/usr/bin/env python
+"""
+
+This script demonstrates that when using `torch.distributed` a few GBs of GPU memory is taken away per GPU.
+
+*** To do a quick test on 2 GPUs:
+
+python -u -m torch.distributed.run --nproc_per_node=2 --rdzv_endpoint localhost:6000 --rdzv_backend c10d \
+torch-... | https://raw.githubusercontent.com/stas00/ml-engineering/HEAD/training/performance/distributed/torch-dist-mem-usage.py |
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